• DocumentCode
    1685709
  • Title

    Host-based intrusion detection using self-organizing maps

  • Author

    Lichodzijewski, Peter ; Zincir-Heywood, A. Nur ; Heywood, Malcolm I.

  • Author_Institution
    Fac. of Comput. Sci., Dalhousie Univ., Halifax, NS, Canada
  • Volume
    2
  • fYear
    2002
  • fDate
    6/24/1905 12:00:00 AM
  • Firstpage
    1714
  • Lastpage
    1719
  • Abstract
    Hierarchical SOMs are applied to the problem of host based intrusion detection on computer networks. Unlike systems based on operating system audit trails, the approach operates on real-time data without extensive off-line training and with minimal expert knowledge. Specific recommendations are made regarding the representation of time, network parameters and SOM architecture
  • Keywords
    computer networks; real-time systems; security of data; self-organising feature maps; telecommunication security; computer networks; hierarchical SOM; host-based intrusion detection; network parameters; real-time data; self-organizing maps; time representation; Computer architecture; Computer networks; Computer science; Intrusion detection; Monitoring; Operating systems; Protection; Real time systems; Self organizing feature maps; Unsupervised learning;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 2002. IJCNN '02. Proceedings of the 2002 International Joint Conference on
  • Conference_Location
    Honolulu, HI
  • ISSN
    1098-7576
  • Print_ISBN
    0-7803-7278-6
  • Type

    conf

  • DOI
    10.1109/IJCNN.2002.1007776
  • Filename
    1007776